{"id":"W3127364317","doi":"10.1039/d0ma00613k","title":"Anticorrosion allyl sulfonate graft chitosan/graphene oxide nanocomposite material","year":2021,"lang":"en","type":"article","venue":"Materials Advances","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatoon Medical Imaging; University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Graphene; Nanocomposite; Sulfonate; Oxide; Materials science; Chitosan; Brine; Corrosion; Chemical engineering; Composite material; Chemistry; Metallurgy; Nanotechnology; Organic chemistry; Sodium","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006134319,0.0004408735,0.0001555816,0.000360225,0.0001360286,0.0002289773,0.0002304617,0.0003308708,0.0008662377],"category_scores_gemma":[0.00009792995,0.0001330757,0.0001638781,0.0002329445,0.0001683566,0.0001892975,0.0001224563,0.000287707,0.0001904001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002940973,"about_ca_system_score_gemma":0.000199787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001240287,"about_ca_topic_score_gemma":0.004097901,"domain_scores_codex":[0.9999069,0.000004888934,0.000003903977,0.00002047281,0.00004633769,0.00001738718],"domain_scores_gemma":[0.9999089,0.000009505335,0.0000288752,0.00000514585,0.00002756852,0.0000200074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002022365,0.000009960348,0.00004095931,0.00002545053,0.000003054284,0.00002790549,0.000002979485,0.00005744157,0.9987293,0.00003799982,0.00002812275,0.001016564],"study_design_scores_gemma":[0.000004427391,0.000121902,0.0009558138,0.000002144271,0.00001298209,0.00007255129,0.000009034024,0.0006703491,0.9970934,0.000008890055,0.001042919,0.000005653482],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861857,0.001266372,0.007286814,0.000117793,0.00006648232,0.00005318976,0.0002960245,0.0002297437,0.004497821],"genre_scores_gemma":[0.9907375,0.0004018267,0.005995133,0.00004489875,0.00001225665,0.0000193904,0.0001344535,0.000016621,0.002638024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001240287,"threshold_uncertainty_score":0.002897859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008895833402473595,"score_gpt":0.247124098191164,"score_spread":0.2382282647886904,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}